{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一次性补全前期落下的笔记\n",
    "\n",
    "* 使用登录状态的cookie进行爬取数据\n",
    "* 对数据进行清洗，分析与整理\n",
    "* 导入pychart，进行数据可视化\n",
    "* 将整理的数据导出excel表格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from requests_html import HTMLSession\n",
    "session = HTMLSession()\n",
    "import json\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job'\n",
    "payload = {\n",
    "    'data' :{\n",
    "        'mainSearchPcConditionForm':{\n",
    "            'city': \"050020\",\n",
    "            'compId': \"\",\n",
    "            'compKind': \"\",\n",
    "            'compName': \"\",\n",
    "            'compScale': \"\",\n",
    "            'compStage': \"\",\n",
    "            'compTag': \"\",\n",
    "            'currentPage': \"0\",\n",
    "            'dq': \"050020\",\n",
    "            'eduLevel': \"\",\n",
    "            'industry': \"\",\n",
    "            'jobKind': \"\",\n",
    "            'key': \"产品经理\",\n",
    "            'pageSize': 40,\n",
    "            'pubTime': \"\",\n",
    "            'salary': \"\",\n",
    "            'suggestTag': \"\",\n",
    "            'workYearCode': \"1\"\n",
    "        },\n",
    "        'passThroughForm':{\n",
    "              \"scene\": \"condition\",\n",
    "              \"skId\": \"un5mbbc5heverai9y3iepgy89qb7mgs8\",\n",
    "              \"fkId\": \"un5mbbc5heverai9y3iepgy89qb7mgs8\",\n",
    "              \"ckId\": \"fkph9uo4f3cpp5btgn4qrnyfvfikb6o9\",\n",
    "              \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "headers={\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding':'gzip,deflate,br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '488',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie':'inited_user=ca2cd52224a6e0b50fba8d5f435ce6ad; __uuid=1591862079879.09; __s_bid=a84828c5d83c46720b67bcac8251d5f77f4d; __gc_id=244d297d2a3347d4965b02dba39a7226; _ga=GA1.1.1460161031.1686039917; XSRF-TOKEN=Nuu2fVZQR7qB3Wkqe76v6Q; __tlog=1686199397046.94%7C00000000%7C00000000%7Cs_o_007%7Cs_o_007; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1686039919,1686041969,1686199397; acw_tc=2760828716861993979573924e3f66130c4ce000e547c10cdb9170a8e88c25; UniqueKey=3f75b05cd12921a941344312b1f2ca2b; liepin_login_valid=0; lt_auth=uLlea3FRnFv8tyXfijRf4%2FtJiNOvUzqfpXgJ1x9UitS5CaDk4P%2FmRg2FrrIG%2BioIqx8ndqgzMLb2M%2Bn3wHdJ6kEb8FGnlZ6utf6k0HsCUeVsJcW2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; access_system=C; user_roles=0; user_photo=5f8fa3a78dbe6273dcf85e2608u.png; user_name=%E5%88%98%E7%90%AA%E6%B6%9B; need_bind_tel=false; new_user=false; c_flag=f955f8a6248606fc81c6e5c458164d91; inited_user=ca2cd52224a6e0b50fba8d5f435ce6ad; imId=de0f5d1ae0b3ffb75a00348d1cd66d6b; imId_0=de0f5d1ae0b3ffb75a00348d1cd66d6b; imClientId=de0f5d1ae0b3ffb7d5a5cf7e26aec6bc; imClientId_0=de0f5d1ae0b3ffb7d5a5cf7e26aec6bc; imApp_0=1; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1686199624; fe_im_socketSequence_new_0=3_1_3; fe_im_connectJson_0=%7B%220_3f75b05cd12921a941344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%223%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; fe_im_opened_pages=; _ga_54YTJKWN86=GS1.1.1686199397.2.1.1686199632.0.0.0',\n",
    "    'Host': 'api-c.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Referer':'https://www.liepin.com/',\n",
    "    'Sec-Ch-Ua':'\"Not.A/Brand\";v=\"8\", \"Chromium\";v=\"114\", \"Google Chrome\";v=\"114\"',\n",
    "    'Sec-Ch-Ua-Mobile': '?0',\n",
    "    'Sec-Ch-Ua-Platform':'\"Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/114.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat':'{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=1&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=un5mbbc5heverai9y3iepgy89qb7mgs8&scene=condition&skId=un5mbbc5heverai9y3iepgy89qb7mgs8&fkId=un5mbbc5heverai9y3iepgy89qb7mgs8&sfrom=search_job_pc&suggestId=\"}',\n",
    "    'X-Fscp-Fe-Version':'',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '83330909-38ff-4ad5-b91f-1c609fcda177',\n",
    "    'X-Fscp-Version':'1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-Xsrf-Token': 'Nuu2fVZQR7qB3Wkqe76v6Q',\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 这里获取的是第一页的数据 接下来进行翻页爬取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataParams': '{\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"imId\":\"24464779696ae1f3c1bd2b3e9fec8144\",\"imUserType\":\"2\",\"userId\":\"f194b22457f2070ef1c68874fefd88f0\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}', 'job': {'labels': ['本科'], 'jobId': '47544603', 'salary': '8-10k', 'dq': '广州-番禺区', 'refreshTime': '20220926154947', 'title': '2022校招-营销中心-产品经理助理', 'jobKind': '6', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/47544603', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=un5mbbc5heverai9y3iepgy89qb7mgs8&fkId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&ckId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'}, 'recruiter': {'recruiterName': '胡先生', 'recruiterTitle': '招聘主管', 'imId': '24464779696ae1f3c1bd2b3e9fec8144', 'imUserType': '2', 'chatted': False, 'recruiterId': 'f194b22457f2070ef1c68874fefd88f0', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'comp': {'compName': '泰邦生物集团', 'compLogo': '5da02d450c1585184590d96f08u.png', 'compScale': '1000-2000人', 'compId': 9803471, 'link': 'https://www.liepin.com/company/9803471/', 'compIndustry': '制药'}, 'dataInfo': '%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfikb6o9%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22un5mbbc5heverai9y3iepgy89qb7mgs8%22%2C%22fkId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfikb6o9%22%2C%22jobId%22%3A%2247544603%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'dataParams': '{\"jobId\":\"58956337\",\"recruiterName\":\"冯先生\",\"imId\":\"fadfc2ceb1f0029d4ad85438c465a917\",\"imUserType\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"jobKind\":\"6\",\"recruiterPhoto\":\"63a9534728c57209b0f4aa0505u.png\"}', 'job': {'labels': ['本科', 'ERP系统', 'to G'], 'jobId': '58956337', 'salary': '19-25k·14薪', 'dq': '广州-天河区', 'refreshTime': '20230601140431', 'title': 'IT产品经理（供应链财务领域）', 'jobKind': '6', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/58956337', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=un5mbbc5heverai9y3iepgy89qb7mgs8&fkId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&ckId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&sfrom=search_job_pc&curPage=0&pageSize=40&index=1'}, 'recruiter': {'recruiterName': '冯先生', 'recruiterTitle': 'Recruiter', 'imId': 'fadfc2ceb1f0029d4ad85438c465a917', 'imUserType': '2', 'chatted': False, 'recruiterId': 'f7de5de3cbf7fd89b9bfda7f445931e2', 'recruiterPhoto': '63a9534728c57209b0f4aa0505u.png'}, 'comp': {'compName': '广州宝洁有限公司', 'compLogo': '54d1e9c6712e7147fd813b3801a.png', 'compScale': '10000人以上', 'compId': 873330, 'link': 'https://www.liepin.com/company/873330/', 'compIndustry': '日化'}, 'dataInfo': '%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfikb6o9%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22un5mbbc5heverai9y3iepgy89qb7mgs8%22%2C%22fkId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfikb6o9%22%2C%22jobId%22%3A%2258956337%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'dataParams': '{\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"imId\":\"4424dbbb847efb7bd9f9b108068c7fc3\",\"imUserType\":\"2\",\"userId\":\"25f6b1ac52e7301746c75814fc02784c\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}', 'job': {'labels': ['本科', '产品设计', '用户研究', '产品规划'], 'jobId': '57974857', 'salary': '15-25k·15薪', 'dq': '广州-越秀区', 'refreshTime': '20230420135845', 'title': '2023届提前批-产品经理 (MJ012344)', 'jobKind': '6', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/57974857', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=un5mbbc5heverai9y3iepgy89qb7mgs8&fkId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&ckId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&sfrom=search_job_pc&curPage=0&pageSize=40&index=2'}, 'recruiter': {'recruiterName': '张先生', 'recruiterTitle': '招聘经理/主管', 'imId': '4424dbbb847efb7bd9f9b108068c7fc3', 'imUserType': '2', 'chatted': False, 'recruiterId': '25f6b1ac52e7301746c75814fc02784c', 'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg'}, 'comp': {'compName': '广联达', 'compStage': '已上市', 'compLogo': '5bfe954674719dc6ed7416af03a.png', 'compScale': '2000-5000人', 'compId': 693385, 'link': 'https://www.liepin.com/company/693385/', 'compIndustry': '互联网'}, 'dataInfo': '%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfikb6o9%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22un5mbbc5heverai9y3iepgy89qb7mgs8%22%2C%22fkId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfikb6o9%22%2C%22jobId%22%3A%2257974857%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'dataParams': '{\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"imId\":\"80b8e48c629e0b0704612e645251413c\",\"imUserType\":\"2\",\"userId\":\"c8b040414c97595a274a08c89b7442b4\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}', 'job': {'labels': ['后台产品', '金融行业', '产品规划', '需求分析', '产品设计', '产品优化', 'to B'], 'jobId': '57191493', 'salary': '薪资面议', 'dq': '广州-天河区', 'refreshTime': '20230511202843', 'title': '人力资源数据产品经理', 'jobKind': '6', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/57191493', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=un5mbbc5heverai9y3iepgy89qb7mgs8&fkId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&ckId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&sfrom=search_job_pc&curPage=0&pageSize=40&index=3'}, 'recruiter': {'recruiterName': '饶先生', 'recruiterTitle': '招聘经理', 'imId': '80b8e48c629e0b0704612e645251413c', 'imUserType': '2', 'chatted': False, 'recruiterId': 'c8b040414c97595a274a08c89b7442b4', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'comp': {'compName': '广发证券', 'compStage': '已上市', 'compLogo': '5bfea33774719d2aa34c7eb903a.png', 'compScale': '5000-10000人', 'compId': 1421537, 'link': 'https://www.liepin.com/company/1421537/', 'compIndustry': '基金/证券/期货'}, 'dataInfo': '%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfikb6o9%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22un5mbbc5heverai9y3iepgy89qb7mgs8%22%2C%22fkId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfikb6o9%22%2C%22jobId%22%3A%2257191493%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'dataParams': '{\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"imId\":\"80b8e48c629e0b0704612e645251413c\",\"imUserType\":\"2\",\"userId\":\"c8b040414c97595a274a08c89b7442b4\",\"jobKind\":\"6\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}', 'job': {'labels': ['硕士', '内容产品', '金融行业', 'to G', '需求分析'], 'jobId': '57061851', 'salary': '19-25k', 'dq': '广州', 'refreshTime': '20230322132453', 'title': '互联网学习平台产品经理', 'jobKind': '6', 'topJob': False, 'link': 'https://www.liepin.com/lptjob/57061851', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=un5mbbc5heverai9y3iepgy89qb7mgs8&fkId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&ckId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&sfrom=search_job_pc&curPage=0&pageSize=40&index=4'}, 'recruiter': {'recruiterName': '饶先生', 'recruiterTitle': '招聘经理', 'imId': '80b8e48c629e0b0704612e645251413c', 'imUserType': '2', 'chatted': False, 'recruiterId': 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'h5OuterLink': '', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=un5mbbc5heverai9y3iepgy89qb7mgs8&fkId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&ckId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'requireEduLevel': '学历不限'}, 'recruiter': {'recruiterName': '周女士', 'recruiterTitle': '行政人事', 'imId': 'fdbf1b2e59b8d5d26b15966466d2d9d8', 'imUserType': '2', 'chatted': False, 'recruiterId': '5be9a227fc476c99b271f9a4330e02bb', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'comp': {'compName': '邦越国际', 'compLogo': '646dbc7c4931fa0d43ba4ffa07u.png', 'compScale': '50-99人', 'compId': 8860549, 'link': 'https://www.liepin.com/company/8860549/', 'compIndustry': '酒店/民宿'}, 'dataInfo': 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'h5OuterLink': '', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=un5mbbc5heverai9y3iepgy89qb7mgs8&fkId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&ckId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'requireEduLevel': '大专'}, 'recruiter': {'recruiterName': '杨女士', 'recruiterTitle': '', 'imId': 'e2fcfbd34022bdbe8d0518f0e699d577', 'imUserType': '2', 'chatted': False, 'recruiterId': 'ac53287cf887cb447b2552f18be0733a', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'comp': {'compName': '广州喜玩国际旅行社有限公司', 'compLogo': '60f0ea83310b5804943562da04u.png', 'compScale': '100-499人', 'compId': 12832725, 'link': 'https://www.liepin.com/company/12832725/', 'compIndustry': '旅游'}, 'dataInfo': 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False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=un5mbbc5heverai9y3iepgy89qb7mgs8&fkId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&ckId=fkph9uo4f3cpp5btgn4qrnyfvfikb6o9&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '郭女士', 'recruiterTitle': '', 'imId': '02e35f2a08b9fc5c3fdfd48a60fa880f', 'imUserType': '2', 'chatted': False, 'recruiterId': '669e5f90772d8c1feb368512b0f92d2f', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'comp': {'compName': '广发证券股份有限公司广州分公司', 'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compScale': '2000-5000人', 'compId': 9874217, 'link': 'https://www.liepin.com/company/9874217/', 'compIndustry': '基金/证券/期货'}, 'dataInfo': 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     ]
    }
   ],
   "source": [
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
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       "      <td>47544603</td>\n",
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       "      <td>20220926154947</td>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>6</td>\n",
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       "      <td>泰邦生物集团</td>\n",
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       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科, ERP系统, to G]</td>\n",
       "      <td>58956337</td>\n",
       "      <td>19-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230601140431</td>\n",
       "      <td>IT产品经理（供应链财务领域）</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>873330</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>日化</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>57974857</td>\n",
       "      <td>15-25k·15薪</td>\n",
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       "      <td>20230420135845</td>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
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       "      <td>互联网</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>57191493</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230511202843</td>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>1421537</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>57061851</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230322132453</td>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>1421537</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>56924959</td>\n",
       "      <td>15-20k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20230426092602</td>\n",
       "      <td>光器件产品经理</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>61aeb56ca53a6d21af3c33ed04u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>12753371</td>\n",
       "      <td>https://www.liepin.com/company/12753371/</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>56180361</td>\n",
       "      <td>10-13k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230216154258</td>\n",
       "      <td>【校招】信用卡产品经理</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>广州银行信用卡</td>\n",
       "      <td>5bfe9c1a74719df0ac9a25de03a.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>8866590</td>\n",
       "      <td>https://www.liepin.com/company/8866590/</td>\n",
       "      <td>银行</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科, IT类, 系统开发]</td>\n",
       "      <td>52633137</td>\n",
       "      <td>7-11k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20221124220251</td>\n",
       "      <td>产品经理培训生</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>汤臣倍健</td>\n",
       "      <td>5ec39993f2540204574caa5008u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>8080810</td>\n",
       "      <td>https://www.liepin.com/company/8080810/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[硕士, 数据产品, 产品规划, 市场调研, 竞品分析]</td>\n",
       "      <td>52085797</td>\n",
       "      <td>10-23k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20220823114952</td>\n",
       "      <td>2023届-大数据平台产品经理 (MJ001161)</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>8547388</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]</td>\n",
       "      <td>52085369</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20220823114249</td>\n",
       "      <td>2023届-产品经理 (MJ001163)</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>8547388</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]</td>\n",
       "      <td>51637219</td>\n",
       "      <td>7-13k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20220804104115</td>\n",
       "      <td>产品经理（2023届校招）</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>广东南方数码科技股份有限公司</td>\n",
       "      <td>5bfffaba74719da073f0e13e03u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8967569</td>\n",
       "      <td>https://www.liepin.com/company/8967569/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科, 产品设计, 原型设计, 产品优化, 数据分析]</td>\n",
       "      <td>44935111</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20211117162519</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>广州一九一九网络科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>12998701</td>\n",
       "      <td>https://www.liepin.com/company/12998701/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>43590821</td>\n",
       "      <td>7-10k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20220516121015</td>\n",
       "      <td>产品经理(J11023)</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>汤臣倍健</td>\n",
       "      <td>5ec39993f2540204574caa5008u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>8080810</td>\n",
       "      <td>https://www.liepin.com/company/8080810/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科, 产品设计, 用户研究]</td>\n",
       "      <td>42835793</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20220721161952</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>60ddc4dbdc1dd861d761c42805u.png</td>\n",
       "      <td>广金征信</td>\n",
       "      <td>61c1924e642c8c0bf718876205u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>12447389</td>\n",
       "      <td>https://www.liepin.com/company/12447389/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"user...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>518911</td>\n",
       "      <td>面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230207174215</td>\n",
       "      <td>行业产品经理</td>\n",
       "      <td>7</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5ca48f59509919fa0ea17f1f07u.png</td>\n",
       "      <td>中国联合网络通信有限公司广州市分公司</td>\n",
       "      <td>620dea10dd77d50cb82e806105u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>9370318</td>\n",
       "      <td>https://www.liepin.com/company/9370318/</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>57195307</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>20230322150025</td>\n",
       "      <td>直播运营（PM）</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>茉莉传媒</td>\n",
       "      <td>5b3d6f5b8e508f32d960ed2604a.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9608440</td>\n",
       "      <td>https://www.liepin.com/company/9608440/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>其他</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>57193375</td>\n",
       "      <td>6-8k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230322143603</td>\n",
       "      <td>直播运营（PM）(J10125)</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>茉莉传媒</td>\n",
       "      <td>5b3d6f5b8e508f32d960ed2604a.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>9608440</td>\n",
       "      <td>https://www.liepin.com/company/9608440/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>其他</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>52653127</td>\n",
       "      <td>4-5k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20221109120406</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>7863327</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...</td>\n",
       "      <td>52547239</td>\n",
       "      <td>4-8k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>20230605111637</td>\n",
       "      <td>金融产品经理（番禺万博二路）</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>9874217</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[本科, 电子/半导体, 通信/网络设备]</td>\n",
       "      <td>50868041</td>\n",
       "      <td>6-8k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20220705082900</td>\n",
       "      <td>专案PM</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>光宝科技(常州)有限公司</td>\n",
       "      <td>5bfe964e74719df0ac98ff4d03a.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>1147021</td>\n",
       "      <td>https://www.liepin.com/company/1147021/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"user...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>529051</td>\n",
       "      <td>10-17k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20221021095151</td>\n",
       "      <td>产品经理（管培）</td>\n",
       "      <td>7</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5ca48f59509919fa0ea17f1f07u.png</td>\n",
       "      <td>尚航科技</td>\n",
       "      <td>5bfffb3674719da073f123fc03u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>8774355</td>\n",
       "      <td>https://www.liepin.com/company/8774355/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>D轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>55079225</td>\n",
       "      <td>13-16k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20221215110632</td>\n",
       "      <td>（储备）产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8635284</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>B轮</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>硕士</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>55322015</td>\n",
       "      <td>10-14k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230104143051</td>\n",
       "      <td>（储备）产品经理--20-22届本科</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>嘉为科技</td>\n",
       "      <td>63b4d9f0a0380858a9711da306u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8635284</td>\n",
       "      <td>https://www.liepin.com/company/8635284/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>B轮</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"jobId\":\"58956235\",\"recruiterName\":\"冯先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[ERP系统, to G]</td>\n",
       "      <td>58956235</td>\n",
       "      <td>19-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230601140431</td>\n",
       "      <td>IT产品经理（供应链财务方向）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>873330</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>日化</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[电子商务, 小程序产品, Xmind, 需求分析, 数据分析, Axure, 交互设计, ...</td>\n",
       "      <td>57723309</td>\n",
       "      <td>8-11k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20230607092330</td>\n",
       "      <td>产品经理（凡科商城SaaS）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>凡科</td>\n",
       "      <td>5f0e8273639c8353866faf6d01u.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>8565691</td>\n",
       "      <td>https://www.liepin.com/company/8565691/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>新三板上市</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>39588227</td>\n",
       "      <td>6-12k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230601144913</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>9874217</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>31738901</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20200915191945</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>广州视臻信息科技有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>9838667</td>\n",
       "      <td>https://www.liepin.com/company/9838667/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[支付产品, 支付行业, 产品设计, 产品规划, 用户研究]</td>\n",
       "      <td>38193153</td>\n",
       "      <td>2-3k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20210415123107</td>\n",
       "      <td>储备干部—产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>嘉联支付有限公司广州分公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>12691289</td>\n",
       "      <td>https://www.liepin.com/company/12691289/</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>40364923</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>20211116112740</td>\n",
       "      <td>车产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>合创汽车</td>\n",
       "      <td>5d00cd29501544662c97ebe001u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>9550328</td>\n",
       "      <td>https://www.liepin.com/company/9550328/</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[BD，业务，采购，, 酒店/旅行社合作]</td>\n",
       "      <td>36091987</td>\n",
       "      <td>6-11k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20210224104701</td>\n",
       "      <td>酒店签约产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>603486248f5866739fffda8207u.png</td>\n",
       "      <td>广州视界行旅行社有限公司</td>\n",
       "      <td>603470aab9834220c1e1405904u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>12569735</td>\n",
       "      <td>https://www.liepin.com/company/12569735/</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>中专/中技</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"jobId\":\"59150941\",\"recruiterName\":\"薛先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[数据产品, 工艺品/收藏品, 消费品, 产品优化, 产品规划, 数据分析, 用户研究, 产...</td>\n",
       "      <td>59150941</td>\n",
       "      <td>10-30k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>20230607134704</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>佛山市开仪家具有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>13443587</td>\n",
       "      <td>https://www.liepin.com/company/13443587/</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"jobId\":\"59150861\",\"recruiterName\":\"薛先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[商业产品, 供应链产品, 策略产品, 消费品, 产品规划, 团队管理]</td>\n",
       "      <td>59150861</td>\n",
       "      <td>10-30k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>20230607134506</td>\n",
       "      <td>GTM经理/产品经理/产品上市项目管理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>佛山市开仪家具有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>13443587</td>\n",
       "      <td>https://www.liepin.com/company/13443587/</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>NaN</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"jobId\":\"59017131\",\"recruiterName\":\"袁先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[政务类, 用户研究, 需求分析, 产品规划, 市场调研, 产品设计]</td>\n",
       "      <td>59017131</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20230601153627</td>\n",
       "      <td>文旅行业产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>粤规院</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>12949783</td>\n",
       "      <td>https://www.liepin.com/company/12949783/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>硕士</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"jobId\":\"39692293\",\"recruiterName\":\"李女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>39692293</td>\n",
       "      <td>10-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230606114723</td>\n",
       "      <td>金融产品经理（荔湾）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>9874217</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"jobId\":\"58049431\",\"recruiterName\":\"袁先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[政务类, 用户研究, 需求分析, 产品规划, 市场调研, 产品设计]</td>\n",
       "      <td>58049431</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>20230423143230</td>\n",
       "      <td>政务产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>粤规院</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>12949783</td>\n",
       "      <td>https://www.liepin.com/company/12949783/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>战略投资</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>硕士</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"jobId\":\"56178225\",\"recruiterName\":\"陈先生\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...</td>\n",
       "      <td>56178225</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20230605113936</td>\n",
       "      <td>工业软件类产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>琶洲实验室(黄埔)</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>13271473</td>\n",
       "      <td>https://www.liepin.com/company/13271473/</td>\n",
       "      <td>政府/公共事业</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"jobId\":\"58382491\",\"recruiterName\":\"许女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>58382491</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230523101627</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>634c057441b85513c68fe50c06u.png</td>\n",
       "      <td>立高食品股份有限公司</td>\n",
       "      <td>5bfe949d74719dc6ed73f4bb03a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>8505300</td>\n",
       "      <td>https://www.liepin.com/company/8505300/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>创业板上市</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"jobId\":\"58758441\",\"recruiterName\":\"周女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[旅行社, 客户销售, 旅游产品推广]</td>\n",
       "      <td>58758441</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>20230530094929</td>\n",
       "      <td>旅游产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>邦越国际</td>\n",
       "      <td>646dbc7c4931fa0d43ba4ffa07u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8860549</td>\n",
       "      <td>https://www.liepin.com/company/8860549/</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"jobId\":\"48899397\",\"recruiterName\":\"杨女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]</td>\n",
       "      <td>48899397</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>20230602102836</td>\n",
       "      <td>境外酒店产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>广州喜玩国际旅行社有限公司</td>\n",
       "      <td>60f0ea83310b5804943562da04u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>12832725</td>\n",
       "      <td>https://www.liepin.com/company/12832725/</td>\n",
       "      <td>旅游</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"jobId\":\"53924103\",\"recruiterName\":\"郭女士\",\"imI...</td>\n",
       "      <td>%7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...</td>\n",
       "      <td>[]</td>\n",
       "      <td>53924103</td>\n",
       "      <td>6-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230512181930</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>广发证券股份有限公司广州分公司</td>\n",
       "      <td>60ab7b474005a2070875f99702u.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>9874217</td>\n",
       "      <td>https://www.liepin.com/company/9874217/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"imI...   \n",
       "1   {\"jobId\":\"58956337\",\"recruiterName\":\"冯先生\",\"imI...   \n",
       "2   {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"imI...   \n",
       "3   {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"imI...   \n",
       "4   {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"imI...   \n",
       "5   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       "6   {\"jobId\":\"56180361\",\"recruiterName\":\"吴女士\",\"imI...   \n",
       "7   {\"jobId\":\"52633137\",\"recruiterName\":\"田先生\",\"imI...   \n",
       "8   {\"jobId\":\"52085797\",\"recruiterName\":\"张女士\",\"imI...   \n",
       "9   {\"jobId\":\"52085369\",\"recruiterName\":\"张女士\",\"imI...   \n",
       "10  {\"jobId\":\"51637219\",\"recruiterName\":\"周女士\",\"imI...   \n",
       "11  {\"jobId\":\"44935111\",\"recruiterName\":\"李先生\",\"imI...   \n",
       "12  {\"jobId\":\"43590821\",\"recruiterName\":\"田先生\",\"imI...   \n",
       "13  {\"jobId\":\"42835793\",\"recruiterName\":\"梁先生\",\"imI...   \n",
       "14  {\"jobId\":\"518911\",\"recruiterName\":\"校园招聘\",\"user...   \n",
       "15  {\"jobId\":\"57195307\",\"recruiterName\":\"廖女士\",\"imI...   \n",
       "16  {\"jobId\":\"57193375\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       "17  {\"jobId\":\"52653127\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       "18  {\"jobId\":\"52547239\",\"recruiterName\":\"汤先生\",\"imI...   \n",
       "19  {\"jobId\":\"50868041\",\"recruiterName\":\"赵女士\",\"imI...   \n",
       "20  {\"jobId\":\"529051\",\"recruiterName\":\"校园招聘\",\"user...   \n",
       "21  {\"jobId\":\"55079225\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       "22  {\"jobId\":\"55322015\",\"recruiterName\":\"黎先生\",\"imI...   \n",
       "23  {\"jobId\":\"58956235\",\"recruiterName\":\"冯先生\",\"imI...   \n",
       "24  {\"jobId\":\"57723309\",\"recruiterName\":\"潘女士\",\"imI...   \n",
       "25  {\"jobId\":\"39588227\",\"recruiterName\":\"纪女士\",\"imI...   \n",
       "26  {\"jobId\":\"31738901\",\"recruiterName\":\"黄先生\",\"imI...   \n",
       "27  {\"jobId\":\"38193153\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       "28  {\"jobId\":\"40364923\",\"recruiterName\":\"覃女士\",\"imI...   \n",
       "29  {\"jobId\":\"36091987\",\"recruiterName\":\"李先生\",\"imI...   \n",
       "30  {\"jobId\":\"59150941\",\"recruiterName\":\"薛先生\",\"imI...   \n",
       "31  {\"jobId\":\"59150861\",\"recruiterName\":\"薛先生\",\"imI...   \n",
       "32  {\"jobId\":\"59017131\",\"recruiterName\":\"袁先生\",\"imI...   \n",
       "33  {\"jobId\":\"39692293\",\"recruiterName\":\"李女士\",\"imI...   \n",
       "34  {\"jobId\":\"58049431\",\"recruiterName\":\"袁先生\",\"imI...   \n",
       "35  {\"jobId\":\"56178225\",\"recruiterName\":\"陈先生\",\"imI...   \n",
       "36  {\"jobId\":\"58382491\",\"recruiterName\":\"许女士\",\"imI...   \n",
       "37  {\"jobId\":\"58758441\",\"recruiterName\":\"周女士\",\"imI...   \n",
       "38  {\"jobId\":\"48899397\",\"recruiterName\":\"杨女士\",\"imI...   \n",
       "39  {\"jobId\":\"53924103\",\"recruiterName\":\"郭女士\",\"imI...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "1   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "2   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "3   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "4   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "5   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "6   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "7   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "8   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "9   %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "10  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "11  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "12  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "13  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "14  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "15  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "16  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "17  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "18  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "19  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "20  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "21  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "22  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "23  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "24  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "25  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "26  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "27  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "28  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "29  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "30  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "31  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "32  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "33  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "34  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "35  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "36  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "37  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "38  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "39  %7B%22ckId%22%3A%22fkph9uo4f3cpp5btgn4qrnyfvfi...   \n",
       "\n",
       "                                           job.labels job.jobId  job.salary  \\\n",
       "0                                                [本科]  47544603       8-10k   \n",
       "1                                   [本科, ERP系统, to G]  58956337  19-25k·14薪   \n",
       "2                              [本科, 产品设计, 用户研究, 产品规划]  57974857  15-25k·15薪   \n",
       "3          [后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]  57191493        薪资面议   \n",
       "4                        [硕士, 内容产品, 金融行业, to G, 需求分析]  57061851      19-25k   \n",
       "5                              [硕士, 数据产品, 用户研究, 团队管理]  56924959  15-20k·14薪   \n",
       "6                                                [本科]  56180361  10-13k·14薪   \n",
       "7                                     [本科, IT类, 系统开发]  52633137       7-11k   \n",
       "8                        [硕士, 数据产品, 产品规划, 市场调研, 竞品分析]  52085797      10-23k   \n",
       "9                  [硕士, 智慧城市, 产品规划, 市场调研, 竞品分析, 团队管理]  52085369      10-20k   \n",
       "10               [本科, 摄影/录像, 计算机软件, 用户研究, 产品设计, 产品规划]  51637219       7-13k   \n",
       "11                       [本科, 产品设计, 原型设计, 产品优化, 数据分析]  44935111      20-30k   \n",
       "12                                               [本科]  43590821       7-10k   \n",
       "13                                   [本科, 产品设计, 用户研究]  42835793      12-25k   \n",
       "14                                                 []    518911          面议   \n",
       "15                                               [本科]  57195307        6-8k   \n",
       "16                                               [本科]  57193375        6-8k   \n",
       "17                                               [本科]  52653127        4-5k   \n",
       "18  [本科, 金融产品经理, 理财经理, 渠道经理, 证券类, 基金销售, 基金类, 投资顾问,...  52547239        4-8k   \n",
       "19                              [本科, 电子/半导体, 通信/网络设备]  50868041    6-8k·13薪   \n",
       "20                                                 []    529051      10-17k   \n",
       "21                                             [to B]  55079225      13-16k   \n",
       "22                                             [to B]  55322015      10-14k   \n",
       "23                                      [ERP系统, to G]  58956235  19-25k·14薪   \n",
       "24  [电子商务, 小程序产品, Xmind, 需求分析, 数据分析, Axure, 交互设计, ...  57723309       8-11k   \n",
       "25                                             [金融产品]  39588227       6-12k   \n",
       "26                                                 []  31738901      15-30k   \n",
       "27                     [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  38193153        2-3k   \n",
       "28                                                 []  40364923      15-30k   \n",
       "29                              [BD，业务，采购，, 酒店/旅行社合作]  36091987       6-11k   \n",
       "30  [数据产品, 工艺品/收藏品, 消费品, 产品优化, 产品规划, 数据分析, 用户研究, 产...  59150941      10-30k   \n",
       "31               [商业产品, 供应链产品, 策略产品, 消费品, 产品规划, 团队管理]  59150861      10-30k   \n",
       "32                [政务类, 用户研究, 需求分析, 产品规划, 市场调研, 产品设计]  59017131      12-20k   \n",
       "33                                             [金融产品]  39692293      10-25k   \n",
       "34                [政务类, 用户研究, 需求分析, 产品规划, 市场调研, 产品设计]  58049431      12-20k   \n",
       "35  [AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...  56178225  20-30k·15薪   \n",
       "36                                                 []  58382491      15-25k   \n",
       "37                                [旅行社, 客户销售, 旅游产品推广]  58758441       6-10k   \n",
       "38                         [酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]  48899397      15-25k   \n",
       "39                                                 []  53924103       6-15k   \n",
       "\n",
       "    job.dq job.refreshTime                   job.title job.jobKind  \\\n",
       "0   广州-番禺区  20220926154947          2022校招-营销中心-产品经理助理           6   \n",
       "1   广州-天河区  20230601140431             IT产品经理（供应链财务领域）           6   \n",
       "2   广州-越秀区  20230420135845    2023届提前批-产品经理 (MJ012344)           6   \n",
       "3   广州-天河区  20230511202843                  人力资源数据产品经理           6   \n",
       "4       广州  20230322132453                 互联网学习平台产品经理           6   \n",
       "5   广州-黄埔区  20230426092602                     光器件产品经理           6   \n",
       "6   广州-天河区  20230216154258                 【校招】信用卡产品经理           6   \n",
       "7   广州-黄埔区  20221124220251                     产品经理培训生           6   \n",
       "8   广州-黄埔区  20220823114952  2023届-大数据平台产品经理 (MJ001161)           6   \n",
       "9   广州-黄埔区  20220823114249       2023届-产品经理 (MJ001163)           6   \n",
       "10  广州-天河区  20220804104115               产品经理（2023届校招）           6   \n",
       "11      广州  20211117162519                        产品经理           6   \n",
       "12  广州-黄埔区  20220516121015                产品经理(J11023)           6   \n",
       "13      广州  20220721161952                        产品经理           6   \n",
       "14      广州  20230207174215                      行业产品经理           7   \n",
       "15  广州-越秀区  20230322150025                    直播运营（PM）           6   \n",
       "16      广州  20230322143603            直播运营（PM）(J10125)           6   \n",
       "17  广州-海珠区  20221109120406                        产品经理           6   \n",
       "18  广州-番禺区  20230605111637              金融产品经理（番禺万博二路）           6   \n",
       "19  广州-黄埔区  20220705082900                        专案PM           6   \n",
       "20  广州-黄埔区  20221021095151                    产品经理（管培）           7   \n",
       "21  广州-天河区  20221215110632                    （储备）产品经理           2   \n",
       "22  广州-天河区  20230104143051          （储备）产品经理--20-22届本科           2   \n",
       "23  广州-天河区  20230601140431             IT产品经理（供应链财务方向）           2   \n",
       "24  广州-海珠区  20230607092330              产品经理（凡科商城SaaS）           2   \n",
       "25      广州  20230601144913                      金融产品经理           2   \n",
       "26  广州-黄埔区  20200915191945                        产品经理           2   \n",
       "27  广州-天河区  20210415123107                   储备干部—产品经理           2   \n",
       "28  广州-南沙区  20211116112740                       车产品经理           2   \n",
       "29      广州  20210224104701                    酒店签约产品经理           2   \n",
       "30  广州-荔湾区  20230607134704                      高级产品经理           2   \n",
       "31  广州-荔湾区  20230607134506         GTM经理/产品经理/产品上市项目管理           2   \n",
       "32  广州-海珠区  20230601153627                    文旅行业产品经理           2   \n",
       "33      广州  20230606114723                  金融产品经理（荔湾）           2   \n",
       "34  广州-海珠区  20230423143230                      政务产品经理           2   \n",
       "35  广州-黄埔区  20230605113936                   工业软件类产品经理           2   \n",
       "36      广州  20230523101627                        产品经理           2   \n",
       "37  广州-白云区  20230530094929                      旅游产品经理           2   \n",
       "38  广州-番禺区  20230602102836                    境外酒店产品经理           2   \n",
       "39  广州-天河区  20230512181930                      金融产品经理           2   \n",
       "\n",
       "    job.topJob  ...         recruiter.recruiterPhoto       comp.compName  \\\n",
       "0        False  ...  5f8f986c79c7cc70efbf36c808u.jpg              泰邦生物集团   \n",
       "1        False  ...  63a9534728c57209b0f4aa0505u.png            广州宝洁有限公司   \n",
       "2        False  ...  5f8f9868f6d1ab58476f24a008u.jpg                 广联达   \n",
       "3        False  ...  5f8f986c79c7cc70efbf36c808u.jpg                广发证券   \n",
       "4        False  ...  5f8f986c79c7cc70efbf36c808u.jpg                广发证券   \n",
       "5        False  ...  5f8f98648dbe6273dcf8515508u.jpg        高勘(广州)技术有限公司   \n",
       "6        False  ...  5f8f98648dbe6273dcf8515508u.jpg             广州银行信用卡   \n",
       "7        False  ...  5f8f986c79c7cc70efbf36c808u.jpg                汤臣倍健   \n",
       "8        False  ...  5f8f986779c7cc70efbf36c008u.jpg            广电运通金融电子   \n",
       "9        False  ...  5f8f986779c7cc70efbf36c008u.jpg            广电运通金融电子   \n",
       "10       False  ...  5f8f986779c7cc70efbf36c008u.jpg      广东南方数码科技股份有限公司   \n",
       "11       False  ...  5f8f98698dbe6273dcf8516008u.jpg      广州一九一九网络科技有限公司   \n",
       "12       False  ...  5f8f986c79c7cc70efbf36c808u.jpg                汤臣倍健   \n",
       "13       False  ...  60ddc4dbdc1dd861d761c42805u.png                广金征信   \n",
       "14       False  ...  5ca48f59509919fa0ea17f1f07u.png  中国联合网络通信有限公司广州市分公司   \n",
       "15       False  ...  5f8f9865ea60860b75384fa508u.jpg                茉莉传媒   \n",
       "16       False  ...  5f8f9865ea60860b75384fa508u.jpg                茉莉传媒   \n",
       "17       False  ...  5f8f9868f6d1ab58476f24a008u.jpg                润建股份   \n",
       "18       False  ...  5f8f986bdfb13a7dee342f2108u.jpg     广发证券股份有限公司广州分公司   \n",
       "19       False  ...  5f8f98648dbe6273dcf8515508u.jpg        光宝科技(常州)有限公司   \n",
       "20       False  ...  5ca48f59509919fa0ea17f1f07u.png                尚航科技   \n",
       "21       False  ...  5f8f986bdfb13a7dee342f2108u.jpg                嘉为科技   \n",
       "22       False  ...  5f8f986bdfb13a7dee342f2108u.jpg                嘉为科技   \n",
       "23       False  ...  63a9534728c57209b0f4aa0505u.png            广州宝洁有限公司   \n",
       "24       False  ...  5f8f98648dbe6273dcf8515508u.jpg                  凡科   \n",
       "25       False  ...  5f8f9866dfb13a7dee342f1808u.jpg     广发证券股份有限公司广州分公司   \n",
       "26       False  ...  5f8f986bdfb13a7dee342f2108u.jpg        广州视臻信息科技有限公司   \n",
       "27       False  ...  5f8f986779c7cc70efbf36c008u.jpg       嘉联支付有限公司广州分公司   \n",
       "28       False  ...  5f8f9866dfb13a7dee342f1808u.jpg                合创汽车   \n",
       "29       False  ...  603486248f5866739fffda8207u.png        广州视界行旅行社有限公司   \n",
       "30       False  ...  5f8f986bdfb13a7dee342f2108u.jpg         佛山市开仪家具有限公司   \n",
       "31       False  ...  5f8f986bdfb13a7dee342f2108u.jpg         佛山市开仪家具有限公司   \n",
       "32       False  ...  5f8f9868f6d1ab58476f24a008u.jpg                 粤规院   \n",
       "33       False  ...  5f8f9865ea60860b75384fa508u.jpg     广发证券股份有限公司广州分公司   \n",
       "34       False  ...  5f8f9868f6d1ab58476f24a008u.jpg                 粤规院   \n",
       "35       False  ...  5f8f98698dbe6273dcf8516008u.jpg           琶洲实验室(黄埔)   \n",
       "36       False  ...  634c057441b85513c68fe50c06u.png          立高食品股份有限公司   \n",
       "37       False  ...  5f8f9866dfb13a7dee342f1808u.jpg                邦越国际   \n",
       "38       False  ...  5f8f9863f6d1ab58476f246a08u.jpg       广州喜玩国际旅行社有限公司   \n",
       "39       False  ...  5f8f9865ea60860b75384fa508u.jpg     广发证券股份有限公司广州分公司   \n",
       "\n",
       "                      comp.compLogo  comp.compScale comp.compId  \\\n",
       "0   5da02d450c1585184590d96f08u.png      1000-2000人     9803471   \n",
       "1   54d1e9c6712e7147fd813b3801a.png        10000人以上      873330   \n",
       "2   5bfe954674719dc6ed7416af03a.png      2000-5000人      693385   \n",
       "3   5bfea33774719d2aa34c7eb903a.png     5000-10000人     1421537   \n",
       "4   5bfea33774719d2aa34c7eb903a.png     5000-10000人     1421537   \n",
       "5   61aeb56ca53a6d21af3c33ed04u.png          50-99人    12753371   \n",
       "6   5bfe9c1a74719df0ac9a25de03a.png      1000-2000人     8866590   \n",
       "7   5ec39993f2540204574caa5008u.jpg      2000-5000人     8080810   \n",
       "8   6242b195ca47ff43908033f907u.png        10000人以上     8547388   \n",
       "9   6242b195ca47ff43908033f907u.png        10000人以上     8547388   \n",
       "10  5bfffaba74719da073f0e13e03u.png        500-999人     8967569   \n",
       "11  61b07937d0458d53c627567e02u.jpg           1-49人    12998701   \n",
       "12  5ec39993f2540204574caa5008u.jpg      2000-5000人     8080810   \n",
       "13  61c1924e642c8c0bf718876205u.png          50-99人    12447389   \n",
       "14  620dea10dd77d50cb82e806105u.png      2000-5000人     9370318   \n",
       "15  5b3d6f5b8e508f32d960ed2604a.jpg        100-499人     9608440   \n",
       "16  5b3d6f5b8e508f32d960ed2604a.jpg        100-499人     9608440   \n",
       "17  5cc116c89fae687d43343d7308u.png     5000-10000人     7863327   \n",
       "18  60ab7b474005a2070875f99702u.png      2000-5000人     9874217   \n",
       "19  5bfe964e74719df0ac98ff4d03a.png        500-999人     1147021   \n",
       "20  5bfffb3674719da073f123fc03u.png        100-499人     8774355   \n",
       "21  63b4d9f0a0380858a9711da306u.png        500-999人     8635284   \n",
       "22  63b4d9f0a0380858a9711da306u.png        500-999人     8635284   \n",
       "23  54d1e9c6712e7147fd813b3801a.png        10000人以上      873330   \n",
       "24  5f0e8273639c8353866faf6d01u.png        500-999人     8565691   \n",
       "25  60ab7b474005a2070875f99702u.png      2000-5000人     9874217   \n",
       "26  61b07937d0458d53c627567e02u.jpg     5000-10000人     9838667   \n",
       "27  61b07937d0458d53c627567e02u.jpg          50-99人    12691289   \n",
       "28  5d00cd29501544662c97ebe001u.jpg      1000-2000人     9550328   \n",
       "29  603470aab9834220c1e1405904u.jpg           1-49人    12569735   \n",
       "30  61b07937d0458d53c627567e02u.jpg           1-49人    13443587   \n",
       "31  61b07937d0458d53c627567e02u.jpg           1-49人    13443587   \n",
       "32  61b07937d0458d53c627567e02u.jpg        500-999人    12949783   \n",
       "33  60ab7b474005a2070875f99702u.png      2000-5000人     9874217   \n",
       "34  61b07937d0458d53c627567e02u.jpg        500-999人    12949783   \n",
       "35  61b07937d0458d53c627567e02u.jpg        100-499人    13271473   \n",
       "36  5bfe949d74719dc6ed73f4bb03a.png      2000-5000人     8505300   \n",
       "37  646dbc7c4931fa0d43ba4ffa07u.png          50-99人     8860549   \n",
       "38  60f0ea83310b5804943562da04u.png        100-499人    12832725   \n",
       "39  60ab7b474005a2070875f99702u.png      2000-5000人     9874217   \n",
       "\n",
       "                                   comp.link comp.compIndustry comp.compStage  \\\n",
       "0    https://www.liepin.com/company/9803471/                制药            NaN   \n",
       "1     https://www.liepin.com/company/873330/                日化            NaN   \n",
       "2     https://www.liepin.com/company/693385/               互联网            已上市   \n",
       "3    https://www.liepin.com/company/1421537/          基金/证券/期货            已上市   \n",
       "4    https://www.liepin.com/company/1421537/          基金/证券/期货            已上市   \n",
       "5   https://www.liepin.com/company/12753371/              通信设备             A轮   \n",
       "6    https://www.liepin.com/company/8866590/                银行            NaN   \n",
       "7    https://www.liepin.com/company/8080810/          食品/饮料/酒水         沪深A股上市   \n",
       "8    https://www.liepin.com/company/8547388/             计算机软件         沪深A股上市   \n",
       "9    https://www.liepin.com/company/8547388/             计算机软件         沪深A股上市   \n",
       "10   https://www.liepin.com/company/8967569/             计算机软件            NaN   \n",
       "11  https://www.liepin.com/company/12998701/               互联网            NaN   \n",
       "12   https://www.liepin.com/company/8080810/          食品/饮料/酒水         沪深A股上市   \n",
       "13  https://www.liepin.com/company/12447389/            专业技术服务            NaN   \n",
       "14   https://www.liepin.com/company/9370318/              通信设备            NaN   \n",
       "15   https://www.liepin.com/company/9608440/               互联网             其他   \n",
       "16   https://www.liepin.com/company/9608440/               互联网             其他   \n",
       "17   https://www.liepin.com/company/7863327/              通信设备         沪深A股上市   \n",
       "18   https://www.liepin.com/company/9874217/          基金/证券/期货           港股上市   \n",
       "19   https://www.liepin.com/company/1147021/       电子/半导体/集成电路            NaN   \n",
       "20   https://www.liepin.com/company/8774355/               互联网             D轮   \n",
       "21   https://www.liepin.com/company/8635284/              IT服务             B轮   \n",
       "22   https://www.liepin.com/company/8635284/              IT服务             B轮   \n",
       "23    https://www.liepin.com/company/873330/                日化            NaN   \n",
       "24   https://www.liepin.com/company/8565691/               互联网          新三板上市   \n",
       "25   https://www.liepin.com/company/9874217/          基金/证券/期货           港股上市   \n",
       "26   https://www.liepin.com/company/9838667/             计算机软件           战略投资   \n",
       "27  https://www.liepin.com/company/12691289/              科技金融            NaN   \n",
       "28   https://www.liepin.com/company/9550328/              整车制造            NaN   \n",
       "29  https://www.liepin.com/company/12569735/             酒店/民宿          融资未公开   \n",
       "30  https://www.liepin.com/company/13443587/             家具/家居            NaN   \n",
       "31  https://www.liepin.com/company/13443587/             家具/家居            NaN   \n",
       "32  https://www.liepin.com/company/12949783/            专业技术服务           战略投资   \n",
       "33   https://www.liepin.com/company/9874217/          基金/证券/期货           港股上市   \n",
       "34  https://www.liepin.com/company/12949783/            专业技术服务           战略投资   \n",
       "35  https://www.liepin.com/company/13271473/           政府/公共事业            NaN   \n",
       "36   https://www.liepin.com/company/8505300/          食品/饮料/酒水          创业板上市   \n",
       "37   https://www.liepin.com/company/8860549/             酒店/民宿            NaN   \n",
       "38  https://www.liepin.com/company/12832725/                旅游            NaN   \n",
       "39   https://www.liepin.com/company/9874217/          基金/证券/期货           港股上市   \n",
       "\n",
       "   job.requireWorkYears job.requireEduLevel  \n",
       "0                   NaN                 NaN  \n",
       "1                   NaN                 NaN  \n",
       "2                   NaN                 NaN  \n",
       "3                   NaN                 NaN  \n",
       "4                   NaN                 NaN  \n",
       "5                   NaN                 NaN  \n",
       "6                   NaN                 NaN  \n",
       "7                   NaN                 NaN  \n",
       "8                   NaN                 NaN  \n",
       "9                   NaN                 NaN  \n",
       "10                  NaN                 NaN  \n",
       "11                  NaN                 NaN  \n",
       "12                  NaN                 NaN  \n",
       "13                  NaN                 NaN  \n",
       "14                  NaN                 NaN  \n",
       "15                  NaN                 NaN  \n",
       "16                  NaN                 NaN  \n",
       "17                  NaN                 NaN  \n",
       "18                  NaN                 NaN  \n",
       "19                  NaN                 NaN  \n",
       "20                  NaN                 NaN  \n",
       "21                 经验不限                  硕士  \n",
       "22                 经验不限                统招本科  \n",
       "23                 经验不限                统招本科  \n",
       "24                 一年以下                  本科  \n",
       "25                 经验不限                统招本科  \n",
       "26                 经验不限                  本科  \n",
       "27                 经验不限                统招本科  \n",
       "28                 经验不限                  本科  \n",
       "29                 一年以下               中专/中技  \n",
       "30                 一年以下                  本科  \n",
       "31                 一年以下                  本科  \n",
       "32                 经验不限                  硕士  \n",
       "33                 经验不限                  本科  \n",
       "34                 经验不限                  硕士  \n",
       "35                 经验不限                  本科  \n",
       "36                 经验不限                  本科  \n",
       "37                 经验不限                学历不限  \n",
       "38                 经验不限                  大专  \n",
       "39                 经验不限                统招本科  \n",
       "\n",
       "[40 rows x 32 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 翻页爬取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 通過观察看到一共有11页\n",
    "total_data = [] \n",
    "for i in range(11):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage'] = i\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    response_data = r.json()\n",
    "    df = (pd.json_normalize(response_data['data']['data']['jobCardList']))\n",
    "    total_data.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterName\":\"胡先生\",\"imId\":\"24464779696ae1f...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>6</td>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>20220926154947</td>\n",
       "      <td>47544603</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5da02d450c1585184590d96f08u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>9803471</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterName\":\"冯先生\",\"imId\":\"fadfc2ceb1f0029...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[本科, ERP系统, to G]</td>\n",
       "      <td>6</td>\n",
       "      <td>IT产品经理（供应链财务领域）</td>\n",
       "      <td>19-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230601140431</td>\n",
       "      <td>58956337</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>873330</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>日化</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"imId\":\"4424dbbb847efb7...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>6</td>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>20230420135845</td>\n",
       "      <td>57974857</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>693385</td>\n",
       "      <td>广联达</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterName\":\"饶先生\",\"imId\":\"80b8e48c629e0b0...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>6</td>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20230511202843</td>\n",
       "      <td>57191493</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>1421537</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterName\":\"饶先生\",\"imId\":\"80b8e48c629e0b0...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>6</td>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20230322132453</td>\n",
       "      <td>57061851</td>\n",
       "      <td>应届</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>1421537</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"userId\":\"bb265f98d5e260c3c8e518629b12885f\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[市场洞察, 招投标, 客户管理, 销售管理, IT/互联网/软件]</td>\n",
       "      <td>2</td>\n",
       "      <td>销售专员</td>\n",
       "      <td>4-5k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>20220915105620</td>\n",
       "      <td>51096169</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>8160306</td>\n",
       "      <td>广州集康信息科技有限公司</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>https://www.liepin.com/company/8160306/</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"userId\":\"93d26d6e836bbab9258b6fee23387112\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[]</td>\n",
       "      <td>2</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>6-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20191225173635</td>\n",
       "      <td>22628785</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td></td>\n",
       "      <td>9977471</td>\n",
       "      <td>广州市金涌信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/9977471/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"userId\":\"0b8129d118fa2121059b3af8e7a4ba03\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[销售管理, 基金业, 销售培训, 教育培训]</td>\n",
       "      <td>2</td>\n",
       "      <td>销售</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20190825151330</td>\n",
       "      <td>19479235</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td></td>\n",
       "      <td>9977471</td>\n",
       "      <td>广州市金涌信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/9977471/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"userId\":\"7c91e5c54fe36046177954f1383fae70\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[to B, 渠道销售, 面销]</td>\n",
       "      <td>2</td>\n",
       "      <td>总经理商务助理</td>\n",
       "      <td>4-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>20221103103221</td>\n",
       "      <td>53572231</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>619f60ac1bd4fb704e82946607u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>13181095</td>\n",
       "      <td>广州美仑信息技术有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/13181095/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"userId\":\"11ad9fdbc012c61e5f540906df1a7430\",\"...</td>\n",
       "      <td>%7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...</td>\n",
       "      <td>[销售管理, 基金业, 家政培训, 销售培训, 教育培训, 面销]</td>\n",
       "      <td>2</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>广州</td>\n",
       "      <td>20190818143700</td>\n",
       "      <td>22631077</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5d57a5dd4ebeb1284dfe3ea704u.png</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td></td>\n",
       "      <td>9977471</td>\n",
       "      <td>广州市金涌信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>https://www.liepin.com/company/9977471/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>432 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"胡先生\",\"imId\":\"24464779696ae1f...   \n",
       "1   {\"recruiterName\":\"冯先生\",\"imId\":\"fadfc2ceb1f0029...   \n",
       "2   {\"recruiterName\":\"张先生\",\"imId\":\"4424dbbb847efb7...   \n",
       "3   {\"recruiterName\":\"饶先生\",\"imId\":\"80b8e48c629e0b0...   \n",
       "4   {\"recruiterName\":\"饶先生\",\"imId\":\"80b8e48c629e0b0...   \n",
       "..                                                ...   \n",
       "27  {\"userId\":\"bb265f98d5e260c3c8e518629b12885f\",\"...   \n",
       "28  {\"userId\":\"93d26d6e836bbab9258b6fee23387112\",\"...   \n",
       "29  {\"userId\":\"0b8129d118fa2121059b3af8e7a4ba03\",\"...   \n",
       "30  {\"userId\":\"7c91e5c54fe36046177954f1383fae70\",\"...   \n",
       "31  {\"userId\":\"11ad9fdbc012c61e5f540906df1a7430\",\"...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       "..                                                ...   \n",
       "27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       "\n",
       "                                    job.labels job.jobKind  \\\n",
       "0                                         [本科]           6   \n",
       "1                            [本科, ERP系统, to G]           6   \n",
       "2                       [本科, 产品设计, 用户研究, 产品规划]           6   \n",
       "3   [后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]           6   \n",
       "4                 [硕士, 内容产品, 金融行业, to G, 需求分析]           6   \n",
       "..                                         ...         ...   \n",
       "27          [市场洞察, 招投标, 客户管理, 销售管理, IT/互联网/软件]           2   \n",
       "28                                          []           2   \n",
       "29                     [销售管理, 基金业, 销售培训, 教育培训]           2   \n",
       "30                            [to B, 渠道销售, 面销]           2   \n",
       "31           [销售管理, 基金业, 家政培训, 销售培训, 教育培训, 面销]           2   \n",
       "\n",
       "                   job.title  job.salary  job.dq job.refreshTime job.jobId  \\\n",
       "0         2022校招-营销中心-产品经理助理       8-10k  广州-番禺区  20220926154947  47544603   \n",
       "1            IT产品经理（供应链财务领域）  19-25k·14薪  广州-天河区  20230601140431  58956337   \n",
       "2   2023届提前批-产品经理 (MJ012344)  15-25k·15薪  广州-越秀区  20230420135845  57974857   \n",
       "3                 人力资源数据产品经理        薪资面议  广州-天河区  20230511202843  57191493   \n",
       "4                互联网学习平台产品经理      19-25k      广州  20230322132453  57061851   \n",
       "..                       ...         ...     ...             ...       ...   \n",
       "27                      销售专员        4-5k  广州-黄埔区  20220915105620  51096169   \n",
       "28                      销售代表        6-9k  广州-天河区  20191225173635  22628785   \n",
       "29                        销售       5-10k      广州  20190825151330  19479235   \n",
       "30                   总经理商务助理        4-9k  广州-天河区  20221103103221  53572231   \n",
       "31                      销售代表        1-2k      广州  20190818143700  22631077   \n",
       "\n",
       "   job.campusJobKind  ...         recruiter.recruiterPhoto  \\\n",
       "0                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "1                 应届  ...  63a9534728c57209b0f4aa0505u.png   \n",
       "2                 应届  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "3                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "4                 应届  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "..               ...  ...                              ...   \n",
       "27               NaN  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       "28               NaN  ...  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "29               NaN  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "30               NaN  ...  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "31               NaN  ...  5d57a5dd4ebeb1284dfe3ea704u.png   \n",
       "\n",
       "                      comp.compLogo comp.compScale comp.compId  comp.compName  \\\n",
       "0   5da02d450c1585184590d96f08u.png     1000-2000人     9803471         泰邦生物集团   \n",
       "1   54d1e9c6712e7147fd813b3801a.png       10000人以上      873330       广州宝洁有限公司   \n",
       "2   5bfe954674719dc6ed7416af03a.png     2000-5000人      693385            广联达   \n",
       "3   5bfea33774719d2aa34c7eb903a.png    5000-10000人     1421537           广发证券   \n",
       "4   5bfea33774719d2aa34c7eb903a.png    5000-10000人     1421537           广发证券   \n",
       "..                              ...            ...         ...            ...   \n",
       "27  61b07937d0458d53c627567e02u.jpg         50-99人     8160306   广州集康信息科技有限公司   \n",
       "28  61b07937d0458d53c627567e02u.jpg                    9977471  广州市金涌信息科技有限公司   \n",
       "29  61b07937d0458d53c627567e02u.jpg                    9977471  广州市金涌信息科技有限公司   \n",
       "30  619f60ac1bd4fb704e82946607u.jpg          1-49人    13181095   广州美仑信息技术有限公司   \n",
       "31  61b07937d0458d53c627567e02u.jpg                    9977471  广州市金涌信息科技有限公司   \n",
       "\n",
       "    comp.compIndustry                                 comp.link  \\\n",
       "0                  制药   https://www.liepin.com/company/9803471/   \n",
       "1                  日化    https://www.liepin.com/company/873330/   \n",
       "2                 互联网    https://www.liepin.com/company/693385/   \n",
       "3            基金/证券/期货   https://www.liepin.com/company/1421537/   \n",
       "4            基金/证券/期货   https://www.liepin.com/company/1421537/   \n",
       "..                ...                                       ...   \n",
       "27               培训服务   https://www.liepin.com/company/8160306/   \n",
       "28              计算机软件   https://www.liepin.com/company/9977471/   \n",
       "29              计算机软件   https://www.liepin.com/company/9977471/   \n",
       "30              计算机软件  https://www.liepin.com/company/13181095/   \n",
       "31              计算机软件   https://www.liepin.com/company/9977471/   \n",
       "\n",
       "   comp.compStage job.requireEduLevel job.requireWorkYears  \n",
       "0             NaN                 NaN                  NaN  \n",
       "1             NaN                 NaN                  NaN  \n",
       "2             已上市                 NaN                  NaN  \n",
       "3             已上市                 NaN                  NaN  \n",
       "4             已上市                 NaN                  NaN  \n",
       "..            ...                 ...                  ...  \n",
       "27          融资未公开                  大专                 经验不限  \n",
       "28            NaN               中专/中技                 经验不限  \n",
       "29            NaN                学历不限                 经验不限  \n",
       "30            NaN                  本科                 经验不限  \n",
       "31            NaN                学历不限                 经验不限  \n",
       "\n",
       "[432 rows x 32 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(total_data)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'job.labels', 'job.jobKind', 'job.title',\n",
       "       'job.salary', 'job.dq', 'job.refreshTime', 'job.jobId',\n",
       "       'job.campusJobKind', 'job.dataPromId', 'job.topJob', 'job.pcOuterLink',\n",
       "       'job.h5OuterLink', 'job.link', 'job.advViewFlag',\n",
       "       'recruiter.recruiterName', 'recruiter.recruiterTitle', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.chatted', 'recruiter.recruiterId',\n",
       "       'recruiter.recruiterPhoto', 'comp.compLogo', 'comp.compScale',\n",
       "       'comp.compId', 'comp.compName', 'comp.compIndustry', 'comp.link',\n",
       "       'comp.compStage', 'job.requireEduLevel', 'job.requireWorkYears'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 这里可以用删除的方法变成一个新的列表，也可以使用选择一个列进行拼接形成新的的列表\n",
    "# new_df = df.drop(['dataInfo','dataParams','job.dataPromId','job.topJob','job.jobId','recruiter.recruiterId','comp.compLogo','comp.compId'],axis = 1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df = new_df.drop(['job.link','job.jobKind','job.pcOuterLink','job.h5OuterLink','job.advViewFlag','recruiter.recruiterName','recruiter.recruiterTitle','comp.link'],axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# new_df = df.drop(['job.labels','job.refreshTime','recruiter.chatted','recruiter.imId','recruiter.imUserType','recruiter.recruiterPhoto'],axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>工作标签</th>\n",
       "      <th>工作</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>公司类型</th>\n",
       "      <th>学历要求</th>\n",
       "      <th>工作经验</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[本科]</td>\n",
       "      <td>2022校招-营销中心-产品经理助理</td>\n",
       "      <td>8-10k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[本科, ERP系统, to G]</td>\n",
       "      <td>IT产品经理（供应链财务领域）</td>\n",
       "      <td>19-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>日化</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>2023届提前批-产品经理 (MJ012344)</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>广联达</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>人力资源数据产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>互联网学习平台产品经理</td>\n",
       "      <td>19-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>[市场洞察, 招投标, 客户管理, 销售管理, IT/互联网/软件]</td>\n",
       "      <td>销售专员</td>\n",
       "      <td>4-5k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>广州集康信息科技有限公司</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>大专</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>[]</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>6-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>广州市金涌信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>中专/中技</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>[销售管理, 基金业, 销售培训, 教育培训]</td>\n",
       "      <td>销售</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>广州市金涌信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>[to B, 渠道销售, 面销]</td>\n",
       "      <td>总经理商务助理</td>\n",
       "      <td>4-9k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>广州美仑信息技术有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>本科</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>[销售管理, 基金业, 家政培训, 销售培训, 教育培训, 面销]</td>\n",
       "      <td>销售代表</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>广州</td>\n",
       "      <td>广州市金涌信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>经验不限</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>432 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          工作标签                        工作  \\\n",
       "0                                         [本科]        2022校招-营销中心-产品经理助理   \n",
       "1                            [本科, ERP系统, to G]           IT产品经理（供应链财务领域）   \n",
       "2                       [本科, 产品设计, 用户研究, 产品规划]  2023届提前批-产品经理 (MJ012344)   \n",
       "3   [后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]                人力资源数据产品经理   \n",
       "4                 [硕士, 内容产品, 金融行业, to G, 需求分析]               互联网学习平台产品经理   \n",
       "..                                         ...                       ...   \n",
       "27          [市场洞察, 招投标, 客户管理, 销售管理, IT/互联网/软件]                      销售专员   \n",
       "28                                          []                      销售代表   \n",
       "29                     [销售管理, 基金业, 销售培训, 教育培训]                        销售   \n",
       "30                            [to B, 渠道销售, 面销]                   总经理商务助理   \n",
       "31           [销售管理, 基金业, 家政培训, 销售培训, 教育培训, 面销]                      销售代表   \n",
       "\n",
       "            薪资      地区           公司名称      公司类型   学历要求  工作经验  \n",
       "0        8-10k  广州-番禺区         泰邦生物集团        制药    NaN   NaN  \n",
       "1   19-25k·14薪  广州-天河区       广州宝洁有限公司        日化    NaN   NaN  \n",
       "2   15-25k·15薪  广州-越秀区            广联达       互联网    NaN   NaN  \n",
       "3         薪资面议  广州-天河区           广发证券  基金/证券/期货    NaN   NaN  \n",
       "4       19-25k      广州           广发证券  基金/证券/期货    NaN   NaN  \n",
       "..         ...     ...            ...       ...    ...   ...  \n",
       "27        4-5k  广州-黄埔区   广州集康信息科技有限公司      培训服务     大专  经验不限  \n",
       "28        6-9k  广州-天河区  广州市金涌信息科技有限公司     计算机软件  中专/中技  经验不限  \n",
       "29       5-10k      广州  广州市金涌信息科技有限公司     计算机软件   学历不限  经验不限  \n",
       "30        4-9k  广州-天河区   广州美仑信息技术有限公司     计算机软件     本科  经验不限  \n",
       "31        1-2k      广州  广州市金涌信息科技有限公司     计算机软件   学历不限  经验不限  \n",
       "\n",
       "[432 rows x 8 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_df = df[['job.labels','job.title','job.salary','job.dq','comp.compName','comp.compIndustry','job.requireEduLevel', 'job.requireWorkYears']]\n",
    "new_df.columns = ['工作标签','工作','薪资','地区','公司名称','公司类型','学历要求','工作经验']\n",
    "new_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "##### 按照特殊需求来进行数据的筛选\n",
    "> * 将薪资按照地区从高到低进行排序\n",
    "> * "
   ]
  }
 ],
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